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Our analysis is based on this article by @lakens.bsky.social: online.ucpress.edu/collabra/art... The original article discusses arguments that are used in empirical research to justify the choice of sample size. We translated those justification strategies to the domain of LLMs.
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An important step when designing an empirical study is to justify the sample size that will be collected. The key aim of a sample size justification for such studies is to explain how the collected da...
online.ucpress.edu
Sample Size Justification
Emiel van Miltenburg